Modeling hourly Electricity Spot Market Prices as non stationary functional times series
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- Mount, Timothy D. & Ning, Yumei & Cai, Xiaobin, 2006. "Predicting price spikes in electricity markets using a regime-switching model with time-varying parameters," Energy Economics, Elsevier, vol. 28(1), pages 62-80, January.
- Willems, Bert & Rumiantseva, Ina & Weigt, Hannes, 2009.
"Cournot versus Supply Functions: What does the data tell us?,"
Energy Economics, Elsevier, vol. 31(1), pages 38-47, January.
- Willems, Bert & Rumiantseva, I. & Weigt, H., 2007. "Cournot versus Supply Functions : What Does the Data tell us?," Discussion Paper 2007-023, Tilburg University, Tilburg Law and Economic Center.
- Willems, Bert & Rumiantseva, I. & Weigt, H., 2007. "Cournot Versus Supply Functions : What does the Data Tell us?," Discussion Paper 2007-63, Tilburg University, Center for Economic Research.
- Bert WILLEMS & Ina RUMIANTSEVA & Hannes WEIGT, 2007. "Cournot versus supply functions: what does the data tell us?," Working Papers of Department of Economics, Leuven ces0720, KU Leuven, Faculty of Economics and Business (FEB), Department of Economics, Leuven.
- Willems, Bert & Rumiantseva, I. & Weigt, H., 2007. "Cournot versus Supply Functions : What Does the Data tell us?," Other publications TiSEM d59ac731-8d6c-4cfe-b2d3-0, Tilburg University, School of Economics and Management.
- Willems, Bert & Rumiantseva, I. & Weigt, H., 2007. "Cournot Versus Supply Functions : What does the Data Tell us?," Other publications TiSEM d7a366d6-2138-4fea-b888-9, Tilburg University, School of Economics and Management.
- Fang Yao & Hans-Georg Müller & Andrew J. Clifford & Steven R. Dueker & Jennifer Follett & Yumei Lin & Bruce A. Buchholz & John S. Vogel, 2003. "Shrinkage Estimation for Functional Principal Component Scores with Application to the Population Kinetics of Plasma Folate," Biometrics, The International Biometric Society, vol. 59(3), pages 676-685, September.
- Daniel Gervini, 2008. "Robust functional estimation using the median and spherical principal components," Biometrika, Biometrika Trust, vol. 95(3), pages 587-600.
- Rafal Weron & Adam Misiorek, 2005. "Modeling and forecasting electricity loads: A comparison," Econometrics 0502004, University Library of Munich, Germany.
- Karakatsani, Nektaria V. & Bunn, Derek W., 2008. "Forecasting electricity prices: The impact of fundamentals and time-varying coefficients," International Journal of Forecasting, Elsevier, vol. 24(4), pages 764-785.
- Green, Richard J & Newbery, David M, 1992.
"Competition in the British Electricity Spot Market,"
Journal of Political Economy, University of Chicago Press, vol. 100(5), pages 929-953, October.
- Green, Richard & Newbery, David M G, 1991. "Competition in the British Electricity Spot Market," CEPR Discussion Papers 557, C.E.P.R. Discussion Papers.
- Huisman, Ronald & Huurman, Christian & Mahieu, Ronald, 2007.
"Hourly electricity prices in day-ahead markets,"
Energy Economics, Elsevier, vol. 29(2), pages 240-248, March.
- Huisman, R. & Huurman, C. & Mahieu, R.J., 2007. "Hourly Electricity Prices in Day-Ahead Markets," ERIM Report Series Research in Management ERS-2007-002-F&A, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam.
- Peter Cramton, 2003.
"Competitive Bidding Behavior in Uniform-Price Auction Markets,"
Papers of Peter Cramton
03ferc1, University of Maryland, Department of Economics - Peter Cramton, revised 2003.
- Peter Cramton, 2004. "Competitive Bidding Behavior in Uniform-Price Auction Markets," Papers of Peter Cramton 04hicss, University of Maryland, Department of Economics - Peter Cramton, revised 2004.
- De Jong Cyriel, 2006. "The Nature of Power Spikes: A Regime-Switch Approach," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 10(3), pages 1-28, September.
- Yao, Fang & Muller, Hans-Georg & Wang, Jane-Ling, 2005. "Functional Data Analysis for Sparse Longitudinal Data," Journal of the American Statistical Association, American Statistical Association, vol. 100, pages 577-590, June.
- Härdle, Wolfgang Karl & Trück, Stefan, 2010. "The dynamics of hourly electricity prices," SFB 649 Discussion Papers 2010-013, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
- Klemperer, Paul D & Meyer, Margaret A, 1989. "Supply Function Equilibria in Oligopoly under Uncertainty," Econometrica, Econometric Society, vol. 57(6), pages 1243-1277, November.
- Rafal Weron, 2006. "Modeling and Forecasting Electricity Loads and Prices: A Statistical Approach," HSC Books, Hugo Steinhaus Center, Wroclaw University of Science and Technology, number hsbook0601, December.
- Park, Byeong U. & Mammen, Enno & Härdle, Wolfgang & Borak, Szymon, 2009.
"Time Series Modelling With Semiparametric Factor Dynamics,"
Journal of the American Statistical Association, American Statistical Association, vol. 104(485), pages 284-298.
- Borak, Szymon & Härdle, Wolfgang Karl & Mammen, Enno & Park, Byeong U., 2007. "Time series modelling with semiparametric factor dynamics," SFB 649 Discussion Papers 2007-023, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
- Kosater, Peter & Mosler, Karl, 2006.
"Can Markov regime-switching models improve power-price forecasts? Evidence from German daily power prices,"
Applied Energy, Elsevier, vol. 83(9), pages 943-958, September.
- Kosater, Peter & Mosler, Karl, 2005. "Can Markov-regime switching models improve power price forecasts? Evidence for German daily power prices," Discussion Papers in Econometrics and Statistics 1/05, University of Cologne, Institute of Econometrics and Statistics.
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Keywords
Functional principal component analysis; non stationary functional time series data; sparse data; electricity spot market prices; European Electricity Exchange (EEX).;All these keywords.
JEL classification:
- C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
- C01 - Mathematical and Quantitative Methods - - General - - - Econometrics
- C1 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General
NEP fields
This paper has been announced in the following NEP Reports:- NEP-ENE-2010-09-25 (Energy Economics)
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